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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Onnx Onnx Model Creation
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
Principles
- Principle:Groq Groq python Audio Translation Request
- Principle:Langchain ai Langchain Chat Model Implementation
- Principle:Microsoft Agent framework Sample Validation
- Principle:FlagOpen FlagEmbedding LLM Dense Retrieval Training
- Principle:Lucidrains X transformers Non Autoregressive Wrapper Setup
- Principle:Spcl Graph of thoughts Thought State Management
- Principle:FMInference FlexLLMGen DeepSpeed Package Build
- Principle:Google deepmind Mujoco Sparse Computation
- Principle:Heibaiying BigData Notes MapReduce Job Assembly
- Principle:Pyro ppl Pyro Stein Variational Inference
Implementations
- Implementation:Langgenius Dify UseReferenceSettings
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:Google deepmind Mujoco Render GL3
- Implementation:Nightwatchjs Nightwatch Package Lock Manifest
- Implementation:Axolotl ai cloud Axolotl Prepare Optim Env
- Implementation:Eventual Inc Daft DataFrame Show
- Implementation:CrewAIInc CrewAI Knowledge Source Classes
- Implementation:Helicone Helicone Env File Setup
- Implementation:DevExpress Testcafe Runner Fluent API
- Implementation:OpenGVLab InternVL LLaVA Controller
Heuristics
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Apache Airflow Task Idempotency Pattern
Environments
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Vllm project Vllm GitHub
- Environment:Interpretml Interpret Blackbox Explainer Dependencies